• Title/Summary/Keyword: Learning needs

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The Recommendation System based on Staged Clustering for Leveled Programming Education (수준별 프로그래밍 교육을 위한 단계별 클러스터링 기반 추천시스템)

  • Kim, Kyung-Ah;Moon, Nam-Mee
    • Journal of the Korea Society of Computer and Information
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    • v.15 no.8
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    • pp.51-58
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    • 2010
  • Programming education needs learning which is adjusted individual learners' level of their learning abilities. Recommendation system is one way of implementing personalized service. In this research, we propose recommendation method which learning items are recommended for individual learners' learning in web-based programming education environment by. Our proposed system for leveled programming education provides appropriate programming problems for a certain learner in his learning level and learning scope employing collaborative filtering method using learners' profile of their level and correlation profile between learning topics. As a result, it resolves a problem that providing appropriate programming problems in learner's level, and we get a result that improving leaner's programming ability. Furthermore, when we compared our proposed method and original collaborative filtering method, our proposed method provides the ways to solve the scalability which is one of the limitations in recommendation systems by improving recommendation performance and reducing analysis time.

An Importance-Performance Analysis on the e-Learning Content Components of Cyber Graduate School (원격대학원 콘텐츠 구성요소에 대한 중요도-수행도 분석: J대학 원격대학원 사례를 중심으로)

  • Lee, Jung Yull
    • Journal of the Korea Convergence Society
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    • v.13 no.2
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    • pp.303-312
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    • 2022
  • In this study, the importance-performance analysis (IPA) of the content components of remote graduate students was conducted. To this end, an online survey of 221 remote graduate students at J University obtained the following results. First, the importance of content components by area was in the order of learning content, interaction, teaching-learning strategy, and evaluation, and the degree of execution was in the order of teaching-learning strategy, interaction, evaluation, and learning content. Second, it was found that there were significant differences between importance and performance in the four areas of content components: learning content, teaching-learning strategy, interaction, and evaluation. The importance-execution analysis (IPA) was conducted in two dimensions: region-specific and item-specific, and the results are as follows. The learning content was found to be the maintenance area, the teaching-learning strategy and interaction were the key improvement areas, and the evaluation area was the overinvestment area. The results of this study can be used as basic data to diagnose the present of remote graduate school content and to gauge what needs to be improved in the future based on it.

Hybrid Learning-Based AI Education System Design Model (하이브리드 러닝 기반 AI 교육 시스템 구성)

  • Hong, Misun;Bae, JinAh;Park, Jung-Hwan;Cho, Jungwon
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2022.10a
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    • pp.188-190
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    • 2022
  • We propose how to configure the AI education system based on the purpose of hybrid learning and the teaching-learning principle. Based on the four components of hybrid learning, we have designed the system conceptual diagram and DB configuration diagram for on-line and offline learning environments for effective AI education. The proposed AI education system model in this paper is expected to be a foundation for maximizing the effectiveness of AI education according to the level and needs of learners and building a more effective learner-centered learning environment in cultivating computational thinking in AI education.

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Context-Based Prompt Selection Methodology to Enhance Performance in Prompt-Based Learning

  • Lib Kim;Namgyu Kim
    • Journal of the Korea Society of Computer and Information
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    • v.29 no.4
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    • pp.9-21
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    • 2024
  • Deep learning has been developing rapidly in recent years, with many researchers working to utilize large language models in various domains. However, there are practical difficulties that developing and utilizing language models require massive data and high-performance computing resources. Therefore, in-context learning, which utilizes prompts to learn efficiently, has been introduced, but there needs to be clear criteria for effective prompts for learning. In this study, we propose a methodology for enhancing prompt-based learning performance by improving the PET technique, which is one of the contextual learning methods, to select PVPs that are similar to the context of existing data. To evaluate the performance of the proposed methodology, we conducted experiments with 30,100 restaurant review datasets collected from Yelp, an online business review platform. We found that the proposed methodology outperforms traditional PET in all aspects of accuracy, stability, and learning efficiency.

A Basic Study on the Culture of College Life for International College Students (외국인 학부생 대상 대학 생활 문화 교육을 위한 기초 연구)

  • Jang, Mijung
    • Journal of Korean language education
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    • v.28 no.3
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    • pp.127-152
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    • 2017
  • The purpose of this study is to clarify the perception and educational needs of international college students regarding the culture of college life. A questionnaire was given to international college students who are studying at universities in Korea. The results showed that international college students need to study about the culture of college life and had a perception that it is desirable to learn this through general education classes or freshman subjects after entering university. Also, the culture of college life can be divided into nine categories: bachelor's system; career and employment; university support centers and systems; interpersonal relations; departmental events; housing and living expenses; freshmen's events; exchange activities and programs; and cultural experience activities. International college students showed higher learning needs in order of career and employment; cultural experience activity; and bachelor's system. In addition, the characteristics of the learners showed different educational needs according to year of study and Korean language proficiency. The significance of this study is to specify the items of the culture of college life required for international college students, to measure the validity and reliability of these items, and to categorize the elements of the culture of college life.

Educational needs for the development of a simulation module of home visiting care for the frail elderly (시뮬레이션 기반 허약노인 방문간호 교육 요구도)

  • Ahn, Junhee;Yang, Youngran
    • The Journal of Korean Academic Society of Nursing Education
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    • v.27 no.1
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    • pp.68-79
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    • 2021
  • Purpose: This study aimed to identify the educational needs of nurses and nursing students for the development of a simulation module of home visiting care for frail, elderly people. Methods: Focus group interviews were conducted with 15 home visiting nurses working in public health centers and 14 nursing students who experienced home visiting from September 10 to October 10, 2018. Results: Bloom's taxonomy of learning objectives, namely, cognitive, affective, and psychomotor domains was used as a framework for data analysis. The defined educational needs for each domain were as follows: "understanding frail, elderly people" for the cognitive domain; "intervention for mental health" and "building a therapeutic relationship" for the affective domain; and "nursing skills", "health education for healthy lifestyles", "referral to the community resource connection", "protection for visiting nurses" for the psychomotor domain. Conclusion: Based on the findings of this study, a simulation module of home visiting care for frail, elderly people can be developed and used for nursing students and nurses to strengthen the capacity for home visiting care.

Difference in the Cultural Competency and Cultural Nursing Competence Educational Needs of Public Health Nurses and Community Health Practitioners (보건소간호사와 보건진료전담공무원의 문화역량 및 문화간호역량 교육요구 비교)

  • Han, Young Ran;Jeong, Yeo Won
    • Journal of Korean Public Health Nursing
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    • v.37 no.2
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    • pp.233-246
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    • 2023
  • Purpose: The purpose of this study was to investigate the level of cultural competency and cultural nursing competence educational needs of public health nurses (PHNs) and community health practitioners (CHPs) and to uncover the difference between the two groups. Methods: The subjects of this study were 217 PHNs and 165 CHPs. Data were collected using a structured questionnaire. Descriptive statistics, an independent two-sample t-test, the x2 test, one-way ANOVA, and the Scheffé test were used for data analysis. Result: There was no statistically significant difference between the cultural competency of CHPs (4.27±1.00) and that of PHNs (4.10±1.07) which were at a moderate level. Among the subareas, cultural awareness and sensitivity were above average, but cultural skills and knowledge showed relatively low scores. There was no statistically significant difference between the cultural nursing competence educational needs of CHPs (3.85±0.65) and PHNs (3.90±0.70) and these were at a relatively high level. Among the subareas, knowledge of key concepts, cultural communication, and attitudes and skills were above average. Conclusion: The results of this study highlight the need to develop and implement educational programs to enhance the cultural competency of PHNs and CHPs nationwide using various teaching-learning methods.

Needs assessment of a home-visit safety management training program for visiting nurses (지역사회 방문간호사의 가정방문 안전관리를 위한 실무교육 요구 분석)

  • Kim, Eunjoo;Kim, Hyori
    • The Journal of Korean Academic Society of Nursing Education
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    • v.29 no.2
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    • pp.138-147
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    • 2023
  • Purpose: This study aimed to identify the concrete educational needs of visiting nurses working in a community health setting in Korea. Methods: We conducted four focus group interviews from October 7 to October 18, 2021. Twenty-five visiting nurses who worked in public health centers were recruited through purposive sampling. A qualitative content analysis was used to analyze the interview data. Results: The demands of educational contents for visiting nurse safety management practical training were: (1) coping with physical and verbal violence, (2) coping with sexual violence, (3) infection control for infectious diseases with a high prevalence in the community, and (4) preventing and coping with animal bites during home visits. In addition, visiting nurses suggested training programs that comprised: (1) case-based learning, (2) short video clips, and (3) recurrent integrated education. Conclusion: Safety management training programs for visiting nurses should be implemented to the extent that they add no burden on their workload and are easily accessible at any time. In addition, training programs should be based on actual cases and be focused on contents that can be applied in home visit situations. A practical safety management training program should be developed based on the educational needs of visiting nurses, as identified through this study.

An effect of Blended Action Learning Program on the Self Directed Learning Skills (블렌디드 액션러닝프로그램이 대학생의 자기주도적 학습능력에 미치는 영향)

  • Kim, Yeon-Chul;Lee, Eun-Chul
    • The Journal of the Korea Contents Association
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    • v.15 no.11
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    • pp.658-671
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    • 2015
  • The present study explores the effect of blended action learning program on the improvement of the self-directed learning skills of university students. For this, students in the college of education at D University located in the capital area were selected to form 30 students of the experimental group and 30 of the control group. The average age of the subjects is 22.3. They are students in the $2^{nd}$ to $4^{th}$ year of university and the demographic background is relatively homogeneous. The experiment was conducted in the Sociology of Education class (a teacher training course). The self-directed learning skills were pre-tested at the beginning of the term. After that, the experimental group had the class with blended action learning program, and the control group had the class with action learning program. The post-test was carried out at the end of the term. For data analysis, ANCOVA was carried out to compare the scores on post-test of the two groups in consideration of the scores on the pre-test. The results show that first, for the improvement of self-directed learning skills of university students, blended action learning program is more effective than action learning program. Second, in the class for learners with lower degree of cognition and experience, blended action learning program was more effective than action learning program. Third, in terms of management of learning resources and utilization of learning strategies, both action learning program and blended action learning program were not effective. In summary, for improvement of the self-directed learning skills of university students, action learning program, which is a learning method focused on learner's participation and practice, is more effective than the traditional collective lecture among diverse teaching methods. Yet in consideration of the elementary level of university students in terms of intelligence and experience, active use of blended action learning program is required.

A Study on Needs Analysis and Syllabus Design for Trade English (무역영어 수업자료와 필요성분석(요구분석)에 대한 연구)

  • Park, Eun-Ok
    • THE INTERNATIONAL COMMERCE & LAW REVIEW
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    • v.44
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    • pp.257-279
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    • 2009
  • The underlying purpose of this paper is to interest scholars in 'Trade English'. 'Trade English' has to be recognized as one area of 'International Trade' disciplines and more studies have to be carried out with more attention from the scholars. Although there are many areas to be dealt with in 'Trade English', this paper discusses about the syllabus design of 'Trade English' from an educator's point of view. First of all, this paper reviews some theoretical background researches about needs analysis and syllabus design in 'Trade English' teaching and learning as ESP. With a systematic structure under the decent syllabus, selection and sequence of contents get clear and easier. Secondly, along with the rationals based on theoretical researches, how these theories are being or can be applied to the real classroom are discussed for further studies. A different syllabus would be designed according to needs analysis. In reality, the syllabus for practitioners who are doing their jobs in International Trade areas has to be definitely different from the one for pre-practitioners who are studying in International Trade areas at the tertiary education level. Namely, different learners present different needs and different needs make up the different syllabus. In order to provide these learners with the syllabus which can address their own needs, more researches or studies have to be done in the future. Since 'Trade English' is the discipline where two areas-International Trade and English as a second/foreign language-are mixed, the researches or studies also have to be carried out collaboratively by scholars from both areas.

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